Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118720	ENR	Brandon F Collins	1966-10-11	UHC-63779-98	3453319858	3963 Baseline Rd, Charlotte, NC, 28252	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111495	ENR	Anna I Bryant	1956-08-11	UHC-91893-88	7912851692	3534 Grand Ave, Nashville, TN	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137140	ENR	Matthew I Nguyen	1999-02-14	UHC-76482-85	3937281930	9648 Jefferson Ave, Columbus, OH, 43280	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108782	ENR	Katherine M Jimenez	1997-01-27	UHC-63280-35	6118693960	3414 Market St, Denver, CO, 80291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112909	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112910	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-116049	ENR	Julie B Alexander	1990-01-15	UHC-70243-81	9047621837	8043 Pine Dr, San Diego, CA, 92164	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125301	ENR	Carlos Wallace	2003-07-27	UHC-05396-18	4155518949	1063 Washington St, Austin, TX, 78770	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-128041	ENR	Stephen V Butler	1942-09-28	UHC-23462-93	—	4120 Valley View Dr, Denver, CO, 80231	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106348	ENR	Nicole Ortega	2005-09-13	UHC-19822-22	8135244011	376 Baseline Rd, Chandler, AZ, 85283	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119115	ENR	Mariana Walker	1961-05-06	UHC-44172-99	7009690386	9604 River Rd, Charlotte, NC, 28243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131909	ENR	Mariana Y Haawkins	1972-08-08	UHC-75319-54	7016268070	4059 Jefferson Ave, Glendale, AZ, 85337	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-142902	ENR	Rachel Espinoza	1979-08-22	UHC-88110-90	2998087562	7895 Park Pl, Gilbert, AZ, 85219	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102227	ENR	Charlotte T Reid	1980-11-05	UHC-80041-54	6768998584	9612 Washington St, Los Angeles, CA, 90015	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133117	ENR	David F Stephens	1985-03-20	UHC-15097-63	5255396958	4228 Jefferson Ave, Las Vegas, NV, 89199	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134543	ENR	Sandra Morrison	2004-08-01	UHC-31250-45	3203309882	1976 Spring St, Gilbert, AZ, 85268	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108459	ENR	Mary A Ward	1961-12-07	UHC-18681-66	8258766177	5531 Spring St, Mesa, AZ, 85216	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135287	ENR	Kevin Gonzallez	1943-11-27	UHC-63413-26	4903815909	3985 Broadway, Mesa, AZ, 85273	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-122143	ENR	Michelle Cruz	1989-01-21	UHC-30518-14	3207545778	274 Oak St, San Diego, CA, 92107	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113896	ENR	Judy U Franklin	1978-09-24	UHC-39136-20	2757903834	8374 Mountain View Dr, Charlotte, NC, 28288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114784	ENR	Margaret Z Carpenter	2007-05-05	UHC-35414-22	8907996366	9174 Sunset Blvd, Fresno, CA, 93792	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-121459	ENR	Annna T Reid	1965-12-01	UHC-32350-43	6299478869	8941 Ocean Ave, Tempe, AZ, 85254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142357	ENR	George T Larson	1973-07-18	UHC-59484-44	3739927367	3904 Sage Ct, Orlando, FL, 32858	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131317	ENR	Sandra U Reed	1985-04-05	UHC-49852-21	4217610275	4807 Central Ave, Columbus, OH, 43264	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104736	ENR	Scott W Coleman	1981-11-07	UHC-13133-67	4019502072	5624 Meadow Ln, Glendale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-143036	ENR	Valentina S Santos	1950-03-18	UHC-96022-74	6806528938	5497 Broadway, Eden Prairie, MN, 55316	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-132081	ENR	Meteo D Sanchez	1996-11-11	UHC-38016-14	4386527009	8758 Camelback Rd, Chandler, AZ, 85262	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135657	ENR	Sandra L Wilson	1938-12-11	UHC-86959-21	3998036007	3901 Forest Ave, Dallas, TX, 75245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114110	ENR	Wei U Estrada	1987-08-21	UHC-45426-98	3574269615	5179 Pine Dr, Los Angeles, CA, 90075	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-102203	ENR	Jose P Williams	1940-05-03	UHC-52685-40	2179123806	8734 Desert Sky Blvd, San Diego, CA, 92139	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138774	ENR	Ronald Sims	1996-12-07	UHC-78196-18	5319659262	7062 Grand Ave, San Diego, CA, 92149	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128473	ENR	Helen Henry	1950-07-05	UHC-47591-64	6467528838	588 Central Ave, Los Angeles, CA, 90092	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126067	ENR	Justin Y Elliott	2007-08-16	UHC-63826-19	6837302596	797 Mountain View Dr, Phoenix, AZ, 85043	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126068	ENR	Justin Y Elliott	2007-08-16	UHC-63826-19	6837302596	797 Mountain View Dr, Phoenix, AZ, 85043	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129940	ENR	Jean U Boyd	1986-07-09	UHC-11424-61	8223767575	3545 Oak St, Las Vegas, NV, 89160	0.76	Phone reformatted Member ID reformatted City re-cased Email lower-cased+2 more
ENR-132366	ENR	Beenjamin Gonzales	1994-05-26	UHC-95616-82	9439625006	7144 Harbor Blvd, Tempe, AZ, 85234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128818	ENR	Munoz T Nathn	1968-05-26	UHC-14152-14	9432247692	8839 Spring St, Scottsdale, AZ, 85254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116072	ENR	Karen Y Jackson	1949-11-02	UHC-60598-92	4917423988	1976 Main St, Tempe, AZ, 85225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129106	ENR	Carol I Campbell	1951-02-13	UHC-26225-85	4195754578	6013 Baseline Rd, Gilbert, AZ, 85294	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-124867	ENR	Terry W Kennedy	1978-01-10	UHC-22890-01	8496869856	5008 Ridge Rd, Eden Prairie, MN, 55394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131692	ENR	Barbara V Parker	1957-11-19	UHC-31913-58	3704420740	5518 Sunset Blvd, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-129742	ENR	Zachary X Olson	1993-09-06	UHC-00455-39	5858741769	592 Jefferson Ave, Charlotte, NC, 28281	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117000	ENR	Martha L Brooks	1998-07-10	UHC-22676-54	5546341965	1562 Harbor Blvd, Las Vegas, NV, 89145	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-113622	ENR	Sophia A Riey	1997-09-13	UHC-71413-86	—	6447 Union St, Gilbert, AZ, 85206	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-128872	ENR	Christina Morgan	1976-12-17	UHC-02447-79	5094133055	785 Highland Ave, Austin, TX, 78724	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-124885	ENR	Dennis Hrt	1968-12-28	UHC-24963-87	2114345679	3788 Forest Ave, Tampa, FL, 33634	0.76	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-136485	ENR	Cheryl Stephens	1972-06-18	UHC-55529-33	7867815082	176 Washington St, Mesa, AZ, 85258	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-124015	ENR	Jonathan George	1973-05-09	UHC-90734-76	2557071892	9653 Elm St, Charlotte, NC, 28278	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-115254	ENR	Jessica T Rice	1954-10-24	UHC-70139-88	5643506673	2355 Harbor Blvd, Austin, TX, 78776	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121326	ENR	Ana T Ortiz	1942-10-19	UHC-95492-70	4869835473	4649 Bayshore Dr, Glendale, AZ, 85304	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more

8,423 rows, page 91 of 169Previous Next